{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from tsmoothie.smoother import *\n",
    "from tsmoothie.utils_func import create_windows\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import *\n",
    "from tensorflow.keras.models import *\n",
    "from tensorflow.keras.callbacks import *\n",
    "from tensorflow.keras.optimizers import *\n",
    "\n",
    "from kerashypetune import KerasGridSearch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2947, 3)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Elec_kW</th>\n",
       "      <th>Gas_mxm</th>\n",
       "      <th>Power</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2011-10-27</td>\n",
       "      <td>7.4</td>\n",
       "      <td>9.2</td>\n",
       "      <td>10.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-10-28</td>\n",
       "      <td>5.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-10-29</td>\n",
       "      <td>4.9</td>\n",
       "      <td>6.6</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-10-30</td>\n",
       "      <td>11.7</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011-10-31</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>3.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Elec_kW  Gas_mxm  Power\n",
       "2011-10-27      7.4      9.2   10.1\n",
       "2011-10-28      5.8      8.0   10.0\n",
       "2011-10-29      4.9      6.6    9.4\n",
       "2011-10-30     11.7      5.3    4.6\n",
       "2011-10-31     11.0      5.7    3.8"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ AND MANAGE DATA ###\n",
    "\n",
    "df = pd.read_csv('PV_Elec_Gas2.csv', index_col=0)\n",
    "df.index = pd.to_datetime(df.index)\n",
    "df['Power'] = df.cum_power.diff()\n",
    "df.drop(['cum_power'], axis=1, inplace=True)\n",
    "df.dropna(inplace=True)\n",
    "print(df.shape)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x25e1b54bdd8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RAW DATA ###\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "df.Power.plot(c='red')\n",
    "df.Elec_kW.plot(c='orange')\n",
    "df.Gas_mxm.plot(c='green')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tsmoothie.smoother.KalmanSmoother>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### USE KALMAN FILTER TO SMOOTH ALL DATA (ONLY VISUALIZATION PURPOSE) ###\n",
    "\n",
    "smoother = KalmanSmoother(component='level_longseason', \n",
    "                          component_noise={'level':0.1, 'longseason':0.1}, \n",
    "                          n_longseasons=365)\n",
    "smoother.smooth(df[['Elec_kW','Gas_mxm','Power']].T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RAW vs SMOOTHED DATA ###\n",
    "\n",
    "color = {0:'red', 1:'orange', 2:'green'}\n",
    "\n",
    "for i,name in enumerate(df.columns):\n",
    "    \n",
    "    plt.figure(figsize=(8,4))\n",
    "    plt.plot(df.index, smoother.data[i], c=color[i], label=name, alpha=0.3)\n",
    "    plt.plot(df.index, smoother.smooth_data[i], c=color[i], label=name+' smooth')\n",
    "    plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2357, 1), (590, 1))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "X_train_val, X_test, y_train_val, y_test = train_test_split(df[['Elec_kW','Gas_mxm','Power']].values, df[['Power']].values, \n",
    "                                                            test_size=0.2, shuffle=False)\n",
    "\n",
    "y_train_val.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tsmoothie.smoother.KalmanSmoother>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### USE KALMAN FILTER TO SMOOTH ONLY THE TARGET ON TRAIN/VAL DATA ###\n",
    "\n",
    "smoother = KalmanSmoother(component='level_longseason', \n",
    "                          component_noise={'level':0.1, 'longseason':0.1}, \n",
    "                          n_longseasons=365)\n",
    "smoother.smooth(y_train_val.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2333, 20, 3)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SLICE TRAIN/VAL DATA INTO EQUAL SLIDING WINDOWS ###\n",
    "\n",
    "window_shape = 20\n",
    "target_seq = 5\n",
    "\n",
    "X_train_val = create_windows(X_train_val, window_shape=window_shape, \n",
    "                             end_id=-target_seq)\n",
    "X_train_val.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(566, 20, 3)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SLICE TEST DATA INTO EQUAL SLIDING WINDOWS ###\n",
    "\n",
    "X_test = create_windows(X_test, window_shape=window_shape, \n",
    "                        end_id=-target_seq)\n",
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2333, 5, 1)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE SLIDING WINDOWS RAW TRAIN/VAL TARGET ###\n",
    "\n",
    "y_train_val = create_windows(smoother.data.T, window_shape=target_seq, \n",
    "                             start_id=window_shape)\n",
    "y_train_val.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2333, 5, 1)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE SLIDING WINDOWS SMOOTH TRAIN/VAL TARGET ###\n",
    "\n",
    "y_smooth_train_val = create_windows(smoother.smooth_data.T, window_shape=target_seq, \n",
    "                                    start_id=window_shape)\n",
    "y_smooth_train_val.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(566, 5, 1)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SLICE TEST TARGET INTO EQUAL SLIDING WINDOWS ###\n",
    "\n",
    "y_test = create_windows(y_test, window_shape=target_seq, \n",
    "                        start_id=window_shape)\n",
    "y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "### TRAIN VAL SPLIT ###\n",
    "\n",
    "X_train, X_val, y_train_raw, y_val_raw = train_test_split(X_train_val, y_train_val, test_size=0.1, shuffle=False)\n",
    "X_train, X_val, y_train_smooth, y_val_smooth = train_test_split(X_train_val, y_smooth_train_val, test_size=0.1, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SCALE INPUT ###\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train.reshape(-1, X_train.shape[-1])).reshape(X_train.shape)\n",
    "X_val = scaler.transform(X_val.reshape(-1, X_val.shape[-1])).reshape(X_val.shape)\n",
    "X_test = scaler.transform(X_test.reshape(-1, X_test.shape[-1])).reshape(X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SCALE SMOOTH TARGET ###\n",
    "\n",
    "scaler_target_smooth = StandardScaler()\n",
    "y_train_smooth = scaler_target_smooth.fit_transform(y_train_smooth.reshape(-1, y_train_smooth.shape[-1])).reshape(y_train_smooth.shape)\n",
    "y_val_smooth = scaler_target_smooth.transform(y_val_smooth.reshape(-1, y_val_smooth.shape[-1])).reshape(y_val_smooth.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SCALE RAW TARGET ###\n",
    "\n",
    "scaler_target = StandardScaler()\n",
    "y_train_raw = scaler_target.fit_transform(y_train_raw.reshape(-1, y_train_raw.shape[-1])).reshape(y_train_raw.shape)\n",
    "y_val_raw = scaler_target.transform(y_val_raw.reshape(-1, y_val_raw.shape[-1])).reshape(y_val_raw.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTIONS FOR HYPERPARAM SEARCH ###\n",
    "\n",
    "def set_seed(seed):\n",
    "    \n",
    "    tf.random.set_seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "\n",
    "\n",
    "def get_model(param):\n",
    "    \n",
    "    set_seed(33)\n",
    "\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(param['unit'], activation=param['act']))\n",
    "    model.add(RepeatVector(target_seq))\n",
    "    model.add(LSTM(param['unit'], activation=param['act'], return_sequences=True))\n",
    "    model.add(TimeDistributed(Dense(1)))\n",
    "    \n",
    "    opt_choices = {'adam': Adam(),\n",
    "                   'rms': RMSprop()}\n",
    "    \n",
    "    opt = opt_choices[param['opt']]\n",
    "    opt.lr = param['lr'] \n",
    "    \n",
    "    model.compile(opt, 'mse')\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CREATE GRID FOR HYPERPARAM SEARCH ###\n",
    "\n",
    "param_grid = {\n",
    "    'unit': [128,64,32], \n",
    "    'lr': [1e-2,1e-3], \n",
    "    'act': ['elu','relu'], \n",
    "    'opt': ['adam','rms'],\n",
    "    'epochs': 200,\n",
    "    'batch_size': 512\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "24 trials detected for ('unit', 'lr', 'act', 'opt', 'epochs', 'batch_size')\n",
      "\n",
      "***** (1/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17816 at epoch 41\n",
      "\n",
      "***** (2/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17727 at epoch 33\n",
      "\n",
      "***** (3/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18741 at epoch 24\n",
      "\n",
      "***** (4/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17429 at epoch 22\n",
      "\n",
      "***** (5/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.1763 at epoch 33\n",
      "\n",
      "***** (6/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17449 at epoch 29\n",
      "\n",
      "***** (7/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.1799 at epoch 24\n",
      "\n",
      "***** (8/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18111 at epoch 23\n",
      "\n",
      "***** (9/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.19089 at epoch 22\n",
      "\n",
      "***** (10/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.16504 at epoch 37\n",
      "\n",
      "***** (11/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17914 at epoch 16\n",
      "\n",
      "***** (12/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17668 at epoch 33\n",
      "\n",
      "***** (13/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18352 at epoch 24\n",
      "\n",
      "***** (14/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.1777 at epoch 34\n",
      "\n",
      "***** (15/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18231 at epoch 22\n",
      "\n",
      "***** (16/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17969 at epoch 52\n",
      "\n",
      "***** (17/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18009 at epoch 41\n",
      "\n",
      "***** (18/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17155 at epoch 31\n",
      "\n",
      "***** (19/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17729 at epoch 24\n",
      "\n",
      "***** (20/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17207 at epoch 33\n",
      "\n",
      "***** (21/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.1791 at epoch 28\n",
      "\n",
      "***** (22/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.17258 at epoch 34\n",
      "\n",
      "***** (23/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18016 at epoch 19\n",
      "\n",
      "***** (24/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.18417 at epoch 22\n"
     ]
    }
   ],
   "source": [
    "### FIT + HYPERPARAM SEARCH WITH RAW TARGET ###\n",
    "\n",
    "es = EarlyStopping(patience=10, verbose=0, min_delta=0.001, monitor='val_loss', mode='auto', restore_best_weights=True)\n",
    "\n",
    "hypermodel = get_model\n",
    "\n",
    "kgs = KerasGridSearch(hypermodel, param_grid, monitor='val_loss', greater_is_better=False, tuner_verbose=1)\n",
    "kgs.search(X_train, y_train_raw, validation_data=(X_val, y_val_raw), callbacks=[es])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.16504,\n",
       " {'unit': 32,\n",
       "  'lr': 0.01,\n",
       "  'act': 'relu',\n",
       "  'opt': 'adam',\n",
       "  'epochs': 37,\n",
       "  'batch_size': 512,\n",
       "  'steps_per_epoch': 5})"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GET BEST STATISTICS ###\n",
    "\n",
    "kgs.best_score, kgs.best_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "### REVERSE PREDICTIONS ###\n",
    "\n",
    "pred_raw = kgs.best_model.predict(X_test)\n",
    "pred_raw = scaler_target.inverse_transform(pred_raw.reshape(-1, pred_raw.shape[-1])).reshape(pred_raw.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred day + 1: 26.65985129354529 MSE\n",
      "pred day + 2: 27.205920955883812 MSE\n",
      "pred day + 3: 28.174324711668536 MSE\n",
      "pred day + 4: 29.56777384743093 MSE\n",
      "pred day + 5: 30.285045459729925 MSE\n"
     ]
    }
   ],
   "source": [
    "### CALCULATE MSE FOR EACH PREDICTION HORIZONS ###\n",
    "\n",
    "mse_raw = {}\n",
    "\n",
    "for i in range(target_seq):\n",
    "    \n",
    "    mse = mean_squared_error(y_test[:,i,0], pred_raw[:,i,0])\n",
    "    mse_raw['day + {i}'.format(i=i+1)] = mse\n",
    "    \n",
    "    print('pred day + {i}: {mse} MSE'.format(i=i+1, mse=mse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x25e34288e80>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT EACH PREDICTION HORIZONS ON THE SAME PLOT ###\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.plot(y_test[target_seq:,0,0], c='red', alpha=0.6)\n",
    "\n",
    "for i in range(target_seq):\n",
    "        \n",
    "    plt.plot(pred_raw[(target_seq-i):-(i+1),i,0], \n",
    "             c='blue', alpha=1-1/(target_seq+1)*(i+1),\n",
    "             label='pred day + {i}'.format(i=i+1))\n",
    "    \n",
    "plt.title('prediction w/o smoothing'); plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "24 trials detected for ('unit', 'lr', 'act', 'opt', 'epochs', 'batch_size')\n",
      "\n",
      "***** (1/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06934 at epoch 41\n",
      "\n",
      "***** (2/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06157 at epoch 40\n",
      "\n",
      "***** (3/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06998 at epoch 22\n",
      "\n",
      "***** (4/24) *****\n",
      "Search({'unit': 128, 'lr': 0.01, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.05895 at epoch 41\n",
      "\n",
      "***** (5/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07488 at epoch 26\n",
      "\n",
      "***** (6/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06215 at epoch 32\n",
      "\n",
      "***** (7/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07096 at epoch 24\n",
      "\n",
      "***** (8/24) *****\n",
      "Search({'unit': 128, 'lr': 0.001, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.05777 at epoch 70\n",
      "\n",
      "***** (9/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07886 at epoch 24\n",
      "\n",
      "***** (10/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.05885 at epoch 44\n",
      "\n",
      "***** (11/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07473 at epoch 24\n",
      "\n",
      "***** (12/24) *****\n",
      "Search({'unit': 32, 'lr': 0.01, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06347 at epoch 23\n",
      "\n",
      "***** (13/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07481 at epoch 37\n",
      "\n",
      "***** (14/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.05569 at epoch 65\n",
      "\n",
      "***** (15/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.0736 at epoch 24\n",
      "\n",
      "***** (16/24) *****\n",
      "Search({'unit': 32, 'lr': 0.001, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06741 at epoch 62\n",
      "\n",
      "***** (17/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06449 at epoch 68\n",
      "\n",
      "***** (18/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.05563 at epoch 33\n",
      "\n",
      "***** (19/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07358 at epoch 24\n",
      "\n",
      "***** (20/24) *****\n",
      "Search({'unit': 64, 'lr': 0.01, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.05485 at epoch 56\n",
      "\n",
      "***** (21/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'relu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06606 at epoch 39\n",
      "\n",
      "***** (22/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'relu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.06357 at epoch 28\n",
      "\n",
      "***** (23/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'elu', 'opt': 'rms', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07148 at epoch 24\n",
      "\n",
      "***** (24/24) *****\n",
      "Search({'unit': 64, 'lr': 0.001, 'act': 'elu', 'opt': 'adam', 'epochs': 200, 'batch_size': 512})\n",
      "SCORE: 0.07648 at epoch 21\n"
     ]
    }
   ],
   "source": [
    "### FIT + HYPERPARAM SEARCH WITH SMOOTH TARGET ###\n",
    "\n",
    "es = EarlyStopping(patience=10, verbose=0, min_delta=0.001, monitor='val_loss', mode='auto', restore_best_weights=True)\n",
    "\n",
    "hypermodel = get_model\n",
    "\n",
    "kgs = KerasGridSearch(hypermodel, param_grid, monitor='val_loss', greater_is_better=False, tuner_verbose=1)\n",
    "kgs.search(X_train, y_train_smooth, validation_data=(X_val, y_val_smooth), callbacks=[es])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.05485,\n",
       " {'unit': 64,\n",
       "  'lr': 0.01,\n",
       "  'act': 'elu',\n",
       "  'opt': 'adam',\n",
       "  'epochs': 56,\n",
       "  'batch_size': 512,\n",
       "  'steps_per_epoch': 5})"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GET BEST STATISTICS ###\n",
    "\n",
    "kgs.best_score, kgs.best_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "### REVERSE PREDICTIONS ###\n",
    "\n",
    "pred_smooth = kgs.best_model.predict(X_test)\n",
    "pred_smooth = scaler_target_smooth.inverse_transform(pred_smooth.reshape(-1, pred_smooth.shape[-1])).reshape(pred_smooth.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred day + 1: 24.165759371933387 MSE\n",
      "pred day + 2: 25.57819123735264 MSE\n",
      "pred day + 3: 26.491632076973655 MSE\n",
      "pred day + 4: 27.950009983252844 MSE\n",
      "pred day + 5: 28.126708327995853 MSE\n"
     ]
    }
   ],
   "source": [
    "### CALCULATE MSE FOR EACH PREDICTION HORIZONS ###\n",
    "\n",
    "mse_smooth = {}\n",
    "\n",
    "for i in range(target_seq):\n",
    "    \n",
    "    mse = mean_squared_error(y_test[:,i,0], pred_smooth[:,i,0])\n",
    "    mse_smooth['day + {i}'.format(i=i+1)] = mse \n",
    "    \n",
    "    print('pred day + {i}: {mse} MSE'.format(i=i+1, mse=mse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x25e3992f748>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT EACH PREDICTION HORIZON ON THE SAME PLOT ###\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.plot(y_test[target_seq:,0,0], c='red', alpha=0.6)\n",
    "\n",
    "for i in range(target_seq):\n",
    "        \n",
    "    plt.plot(pred_smooth[(target_seq-i):-(i+1),i,0], \n",
    "             c='blue', alpha=1-1/(target_seq+1)*(i+1),\n",
    "             label='pred day + {i}'.format(i=i+1))\n",
    "    \n",
    "plt.title('prediction w/ smoothing'); plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred day + 1: 36.94690265486726 MSE\n",
      "pred day + 2: 41.56991150442478 MSE\n",
      "pred day + 3: 41.097345132743364 MSE\n",
      "pred day + 4: 48.64955752212389 MSE\n",
      "pred day + 5: 49.005309734513276 MSE\n"
     ]
    }
   ],
   "source": [
    "### CALCULATE BASELINE MSE FOR EACH PREDICTION HORIZONS ###\n",
    "\n",
    "mse_baseline = {}\n",
    "\n",
    "for i in range(target_seq):\n",
    "    \n",
    "    mse = mean_squared_error(y_test[1:,i,0], y_test[:-1,0,0])\n",
    "    mse_baseline['day + {i}'.format(i=i+1)] = mse \n",
    "    \n",
    "    print('pred day + {i}: {mse} MSE'.format(i=i+1, mse=mse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT MSE FOR EACH PREDICTION HORIZONS ###\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "plt.plot(list(mse_raw.values()), label='test error w/o smoothing', \n",
    "         c='lime', linewidth=3, marker='o')\n",
    "plt.plot(list(mse_smooth.values()), label='test error w/ smoothing', \n",
    "         c='magenta', linewidth=3, marker='o')\n",
    "plt.plot(list(mse_baseline.values()), label='baseline', \n",
    "         c='brown', linewidth=3, marker='o')\n",
    "\n",
    "plt.xticks(range(target_seq), mse_smooth.keys())\n",
    "plt.ylabel('MSE'); plt.legend()\n",
    "np.set_printoptions(False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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